{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1、绘制简单图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成数据\n",
    "x = np.arange(0, 6, 0.1) # 以0.1为单位，生成0到6的数据\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图形\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2、pyplot的功能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 生成数据\n",
    "x = np.arange(0, 6, 0.1) # 以0.1为单位，生成0到6的数据\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "# 绘制图形\n",
    "plt.plot(x, y1, label=\"sin\")\n",
    "plt.plot(x, y2, linestyle = \"--\", label=\"cos\") # 用虚线绘制\n",
    "plt.xlabel(\"x\") # x轴标签\n",
    "plt.ylabel(\"y\") # y轴标签\n",
    "plt.title('sin & cos') # 标题\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3、显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.image import imread\n",
    "img = imread('./files/lena.png') # 读入图像（设定合适的路径！）\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
